{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Give Me Some Credit\n",
        "\n",
        "## See [https://www.kaggle.com/c/GiveMeSomeCredit](https://www.kaggle.com/c/GiveMeSomeCredit)\n",
        "\n",
        "- SeriousDlqin2yrs\tPerson experienced 90 days past due delinquency or worse \tY/N\n",
        "- RevolvingUtilizationOfUnsecuredLines\tTotal balance on credit cards and personal lines of credit except real estate and no installment debt like car loans divided by the sum of credit limits\tpercentage\n",
        "- age\tAge of borrower in years\tinteger\n",
        "- NumberOfTime30-59DaysPastDueNotWorse\tNumber of times borrower has been 30-59 days past due but no worse in the last 2 years.\tinteger\n",
        "- DebtRatio\tMonthly debt payments, alimony,living costs divided by monthy gross income\tpercentage\n",
        "- MonthlyIncome\tMonthly income\treal\n",
        "- NumberOfOpenCreditLinesAndLoans\tNumber of Open loans (installment like car loan or mortgage) and Lines of credit (e.g. credit cards)\tinteger\n",
        "- NumberOfTimes90DaysLate\tNumber of times borrower has been 90 days or more past due.\tinteger\n",
        "- NumberRealEstateLoansOrLines\tNumber of mortgage and real estate loans including home equity lines of credit\tinteger\n",
        "- NumberOfTime60-89DaysPastDueNotWorse\tNumber of times borrower has been 60-89 days past due but no worse in the last 2 years.\tinteger\n",
        "- NumberOfDependents\tNumber of dependents in family excluding themselves (spouse, children etc.)\tinteger"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 载入相关包"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "library(tidyverse)\n",
        "library(VIM)\n",
        "library(caret)\n",
        "library(pROC)\n",
        "library(plotROC)\n",
        "library(randomForest)\n",
        "library(gbm)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "── Attaching packages ─────────────────────────────────────── tidyverse 1.2.1 ──\n",
            "✔ ggplot2 2.2.1     ✔ purrr   0.2.4\n",
            "✔ tibble  1.3.4     ✔ dplyr   0.7.4\n",
            "✔ tidyr   0.7.2     ✔ stringr 1.2.0\n",
            "✔ readr   1.1.1     ✔ forcats 0.2.0\n",
            "── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──\n",
            "✖ dplyr::filter() masks stats::filter()\n",
            "✖ dplyr::lag()    masks stats::lag()\n",
            "Loading required package: colorspace\n",
            "Loading required package: grid\n",
            "Loading required package: data.table\n",
            "\n",
            "Attaching package: ‘data.table’\n",
            "\n",
            "The following objects are masked from ‘package:dplyr’:\n",
            "\n",
            "    between, first, last\n",
            "\n",
            "The following object is masked from ‘package:purrr’:\n",
            "\n",
            "    transpose\n",
            "\n",
            "VIM is ready to use. \n",
            " Since version 4.0.0 the GUI is in its own package VIMGUI.\n",
            "\n",
            "          Please use the package to use the new (and old) GUI.\n",
            "\n",
            "Suggestions and bug-reports can be submitted at: https://github.com/alexkowa/VIM/issues\n",
            "\n",
            "Attaching package: ‘VIM’\n",
            "\n",
            "The following object is masked from ‘package:datasets’:\n",
            "\n",
            "    sleep\n",
            "\n",
            "Loading required package: lattice\n",
            "\n",
            "Attaching package: ‘caret’\n",
            "\n",
            "The following object is masked from ‘package:purrr’:\n",
            "\n",
            "    lift\n",
            "\n",
            "Type 'citation(\"pROC\")' for a citation.\n",
            "\n",
            "Attaching package: ‘pROC’\n",
            "\n",
            "The following object is masked from ‘package:colorspace’:\n",
            "\n",
            "    coords\n",
            "\n",
            "The following objects are masked from ‘package:stats’:\n",
            "\n",
            "    cov, smooth, var\n",
            "\n\n",
            "Attaching package: ‘plotROC’\n",
            "\n",
            "The following object is masked from ‘package:pROC’:\n",
            "\n",
            "    ggroc\n",
            "\n"
          ]
        }
      ],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 载入数据"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "col_names <- c(\n",
        "    'id', 'sd2y', 'ruul', 'age', 'nt3059dpdnw', 'dr',\n",
        "    'mi', 'nocll', 'nt90dl', 'nrell', 'nt6089dpdnw', 'nd'\n",
        ")\n",
        "\n",
        "col_types <- cols(\n",
        "    id = col_character(),\n",
        "    sd2y = col_factor(levels = c(0, 1)),\n",
        "    ruul = col_double(),\n",
        "    age = col_integer(),\n",
        "    nt3059dpdnw = col_integer(),\n",
        "    dr = col_double(),\n",
        "    mi = col_integer(),\n",
        "    nocll = col_integer(),\n",
        "    nt90dl = col_integer(),\n",
        "    nrell = col_integer(),\n",
        "    nt6089dpdnw = col_integer(),\n",
        "    nd = col_integer()\n",
        ")\n",
        "\n",
        "cs_raw <- read_csv('../Data/cs-training.csv',\n",
        "                  col_names = col_names, \n",
        "                  col_types = col_types,\n",
        "                  skip = 1, na = 'NA')"
      ],
      "outputs": [],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 数据探索性分析"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "summary(cs_raw)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "      id            sd2y            ruul               age       \n",
              " Length:150000      0:139974   Min.   :    0.00   Min.   :  0.0  \n",
              " Class :character   1: 10026   1st Qu.:    0.03   1st Qu.: 41.0  \n",
              " Mode  :character              Median :    0.15   Median : 52.0  \n",
              "                               Mean   :    6.05   Mean   : 52.3  \n",
              "                               3rd Qu.:    0.56   3rd Qu.: 63.0  \n",
              "                               Max.   :50708.00   Max.   :109.0  \n",
              "                                                                 \n",
              "  nt3059dpdnw           dr                 mi              nocll       \n",
              " Min.   : 0.000   Min.   :     0.0   Min.   :      0   Min.   : 0.000  \n",
              " 1st Qu.: 0.000   1st Qu.:     0.2   1st Qu.:   3400   1st Qu.: 5.000  \n",
              " Median : 0.000   Median :     0.4   Median :   5400   Median : 8.000  \n",
              " Mean   : 0.421   Mean   :   353.0   Mean   :   6670   Mean   : 8.453  \n",
              " 3rd Qu.: 0.000   3rd Qu.:     0.9   3rd Qu.:   8249   3rd Qu.:11.000  \n",
              " Max.   :98.000   Max.   :329664.0   Max.   :3008750   Max.   :58.000  \n",
              "                                     NA's   :29731                     \n",
              "     nt90dl           nrell         nt6089dpdnw            nd        \n",
              " Min.   : 0.000   Min.   : 0.000   Min.   : 0.0000   Min.   : 0.000  \n",
              " 1st Qu.: 0.000   1st Qu.: 0.000   1st Qu.: 0.0000   1st Qu.: 0.000  \n",
              " Median : 0.000   Median : 1.000   Median : 0.0000   Median : 0.000  \n",
              " Mean   : 0.266   Mean   : 1.018   Mean   : 0.2404   Mean   : 0.757  \n",
              " 3rd Qu.: 0.000   3rd Qu.: 2.000   3rd Qu.: 0.0000   3rd Qu.: 1.000  \n",
              " Max.   :98.000   Max.   :54.000   Max.   :98.0000   Max.   :20.000  \n",
              "                                                     NA's   :3924    "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 3,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "options(repr.plot.width=8, repr.plot.height=4)\n",
        "\naggr(cs_raw)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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          },
          "metadata": {}
        }
      ],
      "execution_count": 4,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 特征工程"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "pre_processing <- function(data) {\n",
        "    # Number Of Dependents\n",
        "    data$nd_unknown <- as.integer(is.na(data$nd))\n",
        "    data$nd_zero <- as.integer(data$nd == 0 & !is.na(data$nd))\n",
        "    data$nd[is.na(data$nd) | data$nd < 0] <- 0\n",
        "    \n",
        "    # Revolving Utilization Of Unsecured Lines\n",
        "    data$ruul_zero <- as.integer(data$ruul == 0)\n",
        "    data$ruul_weird <- as.integer(log(data$ruul) > 3)\n",
        "    data$ruul_one <- as.integer(data$ruul == 1)\n",
        "    data$ruul_gt_one <- as.integer(data$ruul > 1)\n",
        "    data$ruul_09999999 <- as.integer(data$ruul == 0.9999999)\n",
        "    data$ruul[log(data$ruul) > 3] <- 0\n",
        "    data$ruul_log <- log(data$ruul)\n",
        "    data$ruul_log[!is.finite(data$ruul_log)] <- 0\n",
        "    data$ruul <- NULL\n",
        "    \n",
        "    # Age\n",
        "    \n",
        "    # Number Of Time 30-59 Days Past Due Not Worse\n",
        "    data$nt3059dpdnw_96 <- as.integer(data$nt3059dpdnw == 96)\n",
        "    data$nt3059dpdnw_98 <- as.integer(data$nt3059dpdnw == 98)\n",
        "    data$nt3059dpdnw_zero <- as.integer(data$nt3059dpdnw == 0)\n",
        "    data$nt3059dpdnw[data$nt3059dpdnw > 90] <- 0\n",
        "    data$nt3059dpdnw_log <- log(data$nt3059dpdnw)\n",
        "    data$nt3059dpdnw_log[!is.finite(data$nt3059dpdnw_log)] <- 0\n",
        "    data$nt3059dpdnw <- NULL\n",
        "    \n",
        "    # Number Of Time 60-89 Days Past Due Not Worse\n",
        "    data$nt6089dpdnw_96 <- as.integer(data$nt6089dpdnw == 96)\n",
        "    data$nt6089dpdnw_98 <- as.integer(data$nt6089dpdnw == 98)\n",
        "    data$nt6089dpdnw_zero <- as.integer(data$nt6089dpdnw == 0)\n",
        "    data$nt6089dpdnw[data$nt6089dpdnw > 90] <- 0\n",
        "    data$nt6089dpdnw_log <- log(data$nt6089dpdnw)\n",
        "    data$nt6089dpdnw_log[!is.finite(data$nt6089dpdnw_log)] <- 0\n",
        "    data$nt6089dpdnw <- NULL\n",
        "    \n",
        "    # Debt Ratio\n",
        "    data$dr_zero <- as.integer(data$dr == 0)\n",
        "    data$dr_log <- log(data$dr)\n",
        "    data$dr_log[!is.finite(data$dr_log)] <- 0\n",
        "    data$dr <- NULL\n",
        "    \n",
        "    # Monthly Income\n",
        "    data$mi_unknown <- as.integer(is.na(data$mi))\n",
        "    data$mi_zero <- as.integer(data$mi == 0 & !is.na(data$mi))\n",
        "    data$mi[is.na(data$mi)] <- 0\n",
        "    data$mi_one <- as.integer(data$mi == 1)\n",
        "    data$mi_log <- log(data$mi)\n",
        "    data$mi_log[!is.finite(data$mi_log)] <- 0\n",
        "    data$mi_log_per_person <- data$mi_log - log1p(data$nd)\n",
        "    data$mi <- NULL\n",
        "    \n",
        "    # Number Of Open Credit Lines And Loans\n",
        "    data$nocll_zero <- as.integer(data$nocll == 0)\n",
        "    data$nocll_log <- log(data$nocll)\n",
        "    data$nocll_log[!is.finite(data$nocll_log)] <- 0\n",
        "    data$nocll_log_per_person <- data$nocll_log - log1p(data$nd)\n",
        "    data$nocll <- NULL\n",
        "    \n",
        "    # Number Of Real Estate Loans Or Lines\n",
        "    data$nrell_zero <- as.integer(data$nrell == 0)\n",
        "    data$nrell_log <- log(data$nrell)\n",
        "    data$nrell_log[!is.finite(data$nrell_log)] <- 0\n",
        "    data$nrell_log_per_person <- data$nrell_log - log1p(data$nd)\n",
        "    data$nrell <- NULL\n",
        "    \n",
        "    # Number Of Times 90 Days Late\n",
        "    data$nt90dl_zero <- as.integer(data$nt90dl == 0)\n",
        "    data$nt90dl_log <- log(data$nt90dl)\n",
        "    data$nt90dl_log[!is.finite(data$nt90dl_log)] <- 0\n",
        "    data$nt90dl <- NULL\n",
        "    \n",
        "    data\n",
        "}\n",
        "\ncs <- pre_processing(cs_raw)"
      ],
      "outputs": [],
      "execution_count": 5,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 数据集划分"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "cs_sample_index <- createDataPartition(cs$sd2y, p = 0.1, list = F)\n",
        "cs_sample <- cs[cs_sample_index, ]\n",
        "cs_train_index <- createDataPartition(cs_sample$sd2y, p = 0.7, list = F)\n",
        "cs_train <- cs_sample[cs_train_index, 2:35]\n",
        "cs_test <- cs_sample[-cs_train_index, 2:35]"
      ],
      "outputs": [],
      "execution_count": 6,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 随机森林模型"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "cs_rf_ctrl <- trainControl(\n",
        "    method = 'repeatedcv',\n",
        "    number = 10,\n",
        "    repeats = 5\n",
        ")\n",
        "\n",
        "cs_rf_model <- train(\n",
        "    sd2y ~ .,\n",
        "    data = cs_train,\n",
        "    method = 'rf',\n",
        "    # trControl = cs_rf_ctrl,\n",
        "    metric = 'Kappa',\n",
        "    ntree = 100,\n",
        "    importance = T,\n",
        "    verbose = F\n",
        ")"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "randomForest 4.6-12\n",
            "Type rfNews() to see new features/changes/bug fixes.\n",
            "\n",
            "Attaching package: ‘randomForest’\n",
            "\n",
            "The following object is masked from ‘package:dplyr’:\n",
            "\n",
            "    combine\n",
            "\n",
            "The following object is masked from ‘package:ggplot2’:\n",
            "\n",
            "    margin\n",
            "\n"
          ]
        }
      ],
      "execution_count": 7,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 特征重要性"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "options(repr.plot.width=5, repr.plot.height=8)\n",
        "\nggplot(varImp(cs_rf_model))"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {},
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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              "NBRCAAAQNBRCAAAQNBRCAAAQtP8AESp13uIIFC0AAAAASUVORK5CYII="
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 8,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 模型性能"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "cs_rf_pred <- predict(cs_rf_model, cs_test, type = 'prob')\n",
        "\n",
        "cs_rf_roc <- roc(cs_test$sd2y, cs_rf_pred[, 2])\n",
        "\n",
        "cs_rf_roc_df <- data.frame(\n",
        "    label = as.integer(as.character(cs_test$sd2y)),\n",
        "    predicted = cs_rf_pred[, 2]\n",
        ")\n",
        "\n",
        "options(repr.plot.width=5, repr.plot.height=5)\n",
        "\n",
        "cs_rf_roc_plot <- ggplot(cs_rf_roc_df, aes(d=label, m=predicted)) + \n",
        "    geom_roc() + style_roc(theme = theme_grey) + \n",
        "    annotate(\"text\", x = .75, y = .25, \n",
        "             label = paste(\"AUC =\", round(cs_rf_roc$auc, 2)))\n",
        "print(cs_rf_roc_plot)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 9,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## GBM模型"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "options(warn=-1)\n",
        "\n",
        "cs_gbm_ctrl <- trainControl(\n",
        "    method = 'repeatedcv',\n",
        "    number = 10,\n",
        "    repeats = 5\n",
        ")\n",
        "\n",
        "cs_gbm_model <- train(\n",
        "    sd2y ~ .,\n",
        "    data = cs_train,\n",
        "    method = 'gbm',\n",
        "    # trControl = cs_rf_ctrl,\n",
        "    metric = 'Kappa',\n",
        "    verbose = F\n",
        ")\n",
        "\noptions(warn=0)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Loading required package: survival\n",
            "\n",
            "Attaching package: ‘survival’\n",
            "\n",
            "The following object is masked from ‘package:caret’:\n",
            "\n",
            "    cluster\n",
            "\n",
            "Loading required package: splines\n",
            "Loading required package: parallel\n",
            "Loaded gbm 2.1.3\n",
            "------------------------------------------------------------------------------\n",
            "You have loaded plyr after dplyr - this is likely to cause problems.\n",
            "If you need functions from both plyr and dplyr, please load plyr first, then dplyr:\n",
            "library(plyr); library(dplyr)\n",
            "------------------------------------------------------------------------------\n",
            "\n",
            "Attaching package: ‘plyr’\n",
            "\n",
            "The following objects are masked from ‘package:dplyr’:\n",
            "\n",
            "    arrange, count, desc, failwith, id, mutate, rename, summarise,\n",
            "    summarize\n",
            "\n",
            "The following object is masked from ‘package:purrr’:\n",
            "\n",
            "    compact\n",
            "\n"
          ]
        }
      ],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 模型重要性"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "options(repr.plot.width=5, repr.plot.height=8)\n",
        "\nggplot(varImp(cs_gbm_model))"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {},
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 11,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 模型性能"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "cs_gbm_pred <- predict(cs_gbm_model, cs_test, type = 'prob')\n",
        "\n",
        "cs_gbm_roc <- roc(cs_test$sd2y, cs_gbm_pred[, 2])\n",
        "\n",
        "cs_gbm_roc_df <- data.frame(\n",
        "    label = as.integer(as.character(cs_test$sd2y)),\n",
        "    predicted = cs_gbm_pred[, 2]\n",
        ")\n",
        "\n",
        "options(repr.plot.width=5, repr.plot.height=5)\n",
        "\n",
        "cs_gbm_roc_plot <- ggplot(cs_gbm_roc_df, aes(d=label, m=predicted)) + \n",
        "    geom_roc() + style_roc(theme = theme_grey) + \n",
        "    annotate(\"text\", x = .75, y = .25, \n",
        "             label = paste(\"AUC =\", round(cs_gbm_roc$auc, 2)))\n",
        "print(cs_gbm_roc_plot)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 模型比较"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "cs_lr_model <- glm(\n",
        "    sd2y ~ .,\n",
        "    family = binomial(link = 'logit'),\n",
        "    data = cs_train\n",
        ")\n",
        "\ncs_lr_pred <- predict(cs_lr_model, cs_test, type = 'response')"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Warning message in predict.lm(object, newdata, se.fit, scale = 1, type = ifelse(type == :\n",
            "“prediction from a rank-deficient fit may be misleading”"
          ]
        }
      ],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cs_roc_df <- data.frame(\n",
        "    label = as.integer(as.character(cs_test$sd2y)),\n",
        "    rf = cs_rf_pred[, 2],\n",
        "    gbm = cs_gbm_pred[, 2],\n",
        "    lr = cs_lr_pred\n",
        ")\n",
        "\n",
        "cs_rof_df_ <- gather(cs_roc_df, model, predicted, -label)\n",
        "\n",
        "options(repr.plot.width=7, repr.plot.height=5)\n",
        "\n",
        "cs_roc_plt <- ggplot(cs_rof_df_, aes(d=label, m=predicted, color=model)) + \n",
        "    geom_roc() + style_roc(theme = theme_grey)\n",
        "print(cs_roc_plt)"
      ],
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "plot without title"
            ],
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